4.625

4.6 | 8 ratings Rate this file 49 Downloads (last 30 days) File Size: 2.18 KB File ID: #18289

Neural Network training using the Extended Kalman Filter

by Yi Cao

 

10 Jan 2008 (Updated 07 Feb 2008)

A function using the extended Kalman filter to train MLP neural networks

| Watch this File

File Information
Description

The extended Kalman filter can not only estimate states of nonlinear dynamic systems from noisy measurements but also can be used to estimate parameters of a nonlinear system. A direct application of parameter estimation is to train artificial neural networks. This function and an embeded example shows a way how this can be done.

Acknowledgements

The author wishes to acknowledge the following in the creation of this submission:
Learning the Extended Kalman Filter
This submission has inspired the following:
Neural Network training using the Unscented Kalman Filter

MATLAB release MATLAB 7.5 (R2007b)
Other requirements It requires the ekf function, which can be downloaded from the following link: http://www.mathworks.com/matlabcentral/fileexchange/loadFile.do?objectId=18189&objectType=FILE
Tags for This File  
Everyone's Tags
Tags I've Applied
Add New Tags Please login to tag files.
Comments and Ratings (8)
21 Feb 2008 mahendra shukla

too good

21 Feb 2008 lekouch khalid

is an intersent work

21 Jul 2008 a s  
28 Jul 2008 piyush singhal

it is a good effort pl generate codes for it which can be help ful for mpc

16 Sep 2008 Devanathan M

Very nice

08 Oct 2008 x y

Great job!

05 Apr 2009 V. Poor  
29 Dec 2011 Dinie Muhammad

Great job!

Please login to add a comment or rating.
Updates
07 Feb 2008

update description

Tag Activity for this File
Tag Applied By Date/Time
fuzzy logic Yi Cao 22 Oct 2008 09:42:26
neural networks Yi Cao 22 Oct 2008 09:42:26
parameter estimation Yi Cao 22 Oct 2008 09:42:26
extended kalman filter Yi Cao 22 Oct 2008 09:42:26
news estimation murat 01 Jan 2010 08:33:45
neural networks Abhishek Ambede 10 Jun 2010 03:45:21

Contact us at files@mathworks.com